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Updated: May 26, 2025

Measuring Statistical Learning Across Modalities and Domains in School-Aged Children Via an Online Platform and Neuroimaging Techniques
Published on: June 30, 2020
Cross-validation of the WAIS-IV Similarities incidental learning task.
Brian D Gradwohl1,2, Amber D Rochette1,2, Andrew C Hale1,2
1Mental Health Service, VA Ann Arbor Healthcare System, Ann Arbor, MI, USA.
The Incidental Learning Index (IL-Sim) from the WAIS-IV effectively screens for memory impairment in adults. This reliable index shows strong validity and accurately differentiates between normal cognition and varying degrees of memory loss.
Area of Science:
- Neuropsychology
- Cognitive Assessment
- Psychometrics
Background:
- The Incidental Learning Index based on the Similarities subtest (IL-Sim) of the Wechsler Adult Intelligence Scale-Fourth Edition (WAIS-IV) is a potential screening tool for memory deficits.
- Existing screening measures for memory impairment require rigorous validation of their reliability and diagnostic accuracy.
Purpose of the Study:
- To evaluate the reliability, convergent validity, and divergent validity of the IL-Sim index.
- To assess the IL-Sim index's effectiveness in classifying individuals with mild to severe memory impairment.
Main Methods:
- One hundred fifty-three Veterans completed the WAIS-IV Similarities subtest and the Repeatable Battery for the Assessment of Neuropsychological Status (RBANS).
- Statistical analyses included internal consistency (Cronbach's alpha), correlational analyses with RBANS indices, and receiver operating characteristic (ROC) curve analyses (AUC) to assess discriminative ability.
- Logistic regression was used to generate probabilities of impairment across different base rates and age groups.
Main Results:
- The IL-Sim index demonstrated acceptable internal consistency (Cronbach's α = .85).
- IL-Sim showed significant correlations with memory indices of the RBANS, particularly Delayed Memory (r = .69) and Immediate Memory (r = .59), and weaker correlations with non-memory indices (rs = .26–.38), supporting convergent and divergent validity.
- The IL-Sim index exhibited excellent discriminability between individuals without memory impairment and those with at least mild or severe impairment across age groups (AUC = .83–.87).
Conclusions:
- The IL-Sim index possesses strong psychometric properties, including good reliability and validity, for assessing memory function.
- IL-Sim effectively discriminates across the spectrum of memory impairment, proving its utility as an efficient screening measure.
- The study provides practical tools (logistic regression-derived probabilities) to aid in the interpretation of IL-Sim scores for clinical use.
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